from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.315 | 0.108 | 0.0 | 0.018 | 1 | 100 | 0.828 | 2.139 | 0.008 | 8.561 | 0.059 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.315 | 0.108 | 0.0 | 0.018 | 1 | 100 | 0.828 | 0.021 | 0.000 | 877.241 | 21.485 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.009 | 0.0 | 0.304 | 1 | 100 | 1.000 | 2.139 | 0.008 | 0.142 | 0.004 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.009 | 0.0 | 0.304 | 1 | 100 | 1.000 | 0.021 | 0.000 | 14.550 | 0.554 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.214 | 0.057 | 0.0 | 0.018 | -1 | 100 | 0.828 | 2.790 | 0.035 | 6.528 | 0.085 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.214 | 0.057 | 0.0 | 0.018 | -1 | 100 | 0.828 | 0.025 | 0.003 | 723.969 | 80.538 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.003 | 0.0 | 0.304 | -1 | 100 | 1.000 | 2.790 | 0.035 | 0.109 | 0.002 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.003 | 0.0 | 0.304 | -1 | 100 | 1.000 | 0.025 | 0.003 | 12.066 | 1.347 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.229 | 0.008 | 0.0 | 0.018 | -1 | 1 | 0.676 | 1.819 | 0.026 | 10.021 | 0.142 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.229 | 0.008 | 0.0 | 0.018 | -1 | 1 | 0.676 | 0.024 | 0.003 | 757.432 | 94.330 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.306 | 0.007 | 0.0 | 0.306 | -1 | 1 | 0.000 | 1.819 | 0.026 | 0.168 | 0.004 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.306 | 0.007 | 0.0 | 0.306 | -1 | 1 | 0.000 | 0.024 | 0.003 | 12.727 | 1.609 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.288 | 0.074 | 0.0 | 0.018 | 1 | 1 | 0.676 | 1.157 | 0.006 | 15.800 | 0.099 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.288 | 0.074 | 0.0 | 0.018 | 1 | 1 | 0.676 | 0.020 | 0.000 | 909.761 | 17.115 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.007 | 0.0 | 0.303 | 1 | 1 | 0.000 | 1.157 | 0.006 | 0.262 | 0.006 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.007 | 0.0 | 0.303 | 1 | 1 | 0.000 | 0.020 | 0.000 | 15.058 | 0.454 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.116 | 0.108 | 0.0 | 0.018 | -1 | 5 | 0.729 | 2.795 | 0.033 | 6.481 | 0.087 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.116 | 0.108 | 0.0 | 0.018 | -1 | 5 | 0.729 | 0.025 | 0.005 | 711.011 | 126.448 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.004 | 0.0 | 0.307 | -1 | 5 | 0.000 | 2.795 | 0.033 | 0.110 | 0.002 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.004 | 0.0 | 0.307 | -1 | 5 | 0.000 | 0.025 | 0.005 | 12.057 | 2.149 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.359 | 0.189 | 0.0 | 0.018 | 1 | 5 | 0.729 | 2.128 | 0.010 | 8.629 | 0.098 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.359 | 0.189 | 0.0 | 0.018 | 1 | 5 | 0.729 | 0.021 | 0.000 | 882.359 | 21.799 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.007 | 0.0 | 0.304 | 1 | 5 | 0.000 | 2.128 | 0.010 | 0.143 | 0.003 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.007 | 0.0 | 0.304 | 1 | 5 | 0.000 | 0.021 | 0.000 | 14.628 | 0.468 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.616 | 0.011 | 0.0 | 0.004 | 1 | 100 | 0.895 | 2.080 | 0.002 | 1.739 | 0.005 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.616 | 0.011 | 0.0 | 0.004 | 1 | 100 | 0.895 | 0.002 | 0.001 | 1577.176 | 373.765 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.243 | 0.005 | 0.0 | 0.243 | 1 | 100 | 1.000 | 2.080 | 0.002 | 0.117 | 0.003 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.243 | 0.005 | 0.0 | 0.243 | 1 | 100 | 1.000 | 0.002 | 0.001 | 106.149 | 25.266 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.611 | 0.008 | 0.0 | 0.004 | -1 | 100 | 0.895 | 2.695 | 0.021 | 1.340 | 0.011 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.611 | 0.008 | 0.0 | 0.004 | -1 | 100 | 0.895 | 0.006 | 0.004 | 582.950 | 382.379 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.243 | 0.003 | 0.0 | 0.243 | -1 | 100 | 1.000 | 2.695 | 0.021 | 0.090 | 0.001 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.243 | 0.003 | 0.0 | 0.243 | -1 | 100 | 1.000 | 0.006 | 0.004 | 39.272 | 25.766 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.556 | 0.008 | 0.0 | 0.004 | -1 | 1 | 0.854 | 1.675 | 0.027 | 2.123 | 0.035 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.556 | 0.008 | 0.0 | 0.004 | -1 | 1 | 0.854 | 0.008 | 0.002 | 461.678 | 125.140 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.004 | 0.0 | 0.244 | -1 | 1 | 1.000 | 1.675 | 0.027 | 0.146 | 0.003 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.004 | 0.0 | 0.244 | -1 | 1 | 1.000 | 0.008 | 0.002 | 31.689 | 8.603 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.564 | 0.010 | 0.0 | 0.004 | 1 | 1 | 0.854 | 1.047 | 0.002 | 3.404 | 0.012 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.564 | 0.010 | 0.0 | 0.004 | 1 | 1 | 0.854 | 0.002 | 0.000 | 1969.260 | 180.162 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.243 | 0.004 | 0.0 | 0.243 | 1 | 1 | 1.000 | 1.047 | 0.002 | 0.232 | 0.004 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.243 | 0.004 | 0.0 | 0.243 | 1 | 1 | 1.000 | 0.002 | 0.000 | 134.185 | 12.447 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.561 | 0.008 | 0.0 | 0.004 | -1 | 5 | 0.886 | 2.676 | 0.024 | 1.330 | 0.012 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.561 | 0.008 | 0.0 | 0.004 | -1 | 5 | 0.886 | 0.009 | 0.003 | 399.184 | 127.469 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.004 | 0.0 | 0.242 | -1 | 5 | 1.000 | 2.676 | 0.024 | 0.090 | 0.002 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.004 | 0.0 | 0.242 | -1 | 5 | 1.000 | 0.009 | 0.003 | 27.150 | 8.680 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.559 | 0.010 | 0.0 | 0.004 | 1 | 5 | 0.886 | 2.083 | 0.022 | 1.709 | 0.019 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.559 | 0.010 | 0.0 | 0.004 | 1 | 5 | 0.886 | 0.002 | 0.000 | 1711.442 | 141.089 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.005 | 0.0 | 0.241 | 1 | 5 | 1.000 | 2.083 | 0.022 | 0.116 | 0.003 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.005 | 0.0 | 0.241 | 1 | 5 | 1.000 | 0.002 | 0.000 | 116.040 | 9.846 | See | See |
KNeighborsClassifier_kd_tree¶All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.186 | 0.000 | 0.0 | 0.119 | 1 | 100 | 0.967 | 5.176 | 0.024 | 23.025 | 0.107 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.186 | 0.000 | 0.0 | 0.119 | 1 | 100 | 0.967 | 0.005 | 0.001 | 25781.010 | 6527.269 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.613 | 0.095 | 0.0 | 2.613 | 1 | 100 | 1.000 | 5.176 | 0.024 | 0.505 | 0.019 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.613 | 0.095 | 0.0 | 2.613 | 1 | 100 | 1.000 | 0.005 | 0.001 | 565.223 | 144.578 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 112.595 | 0.000 | 0.0 | 0.113 | -1 | 5 | 0.972 | 0.924 | 0.009 | 121.835 | 1.214 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 112.595 | 0.000 | 0.0 | 0.113 | -1 | 5 | 0.972 | 0.003 | 0.001 | 33082.208 | 5638.378 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.604 | 0.059 | 0.0 | 2.604 | -1 | 5 | 1.000 | 0.924 | 0.009 | 2.818 | 0.069 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.604 | 0.059 | 0.0 | 2.604 | -1 | 5 | 1.000 | 0.003 | 0.001 | 765.210 | 131.551 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 117.244 | 0.000 | 0.0 | 0.117 | 1 | 5 | 0.972 | 1.528 | 0.006 | 76.734 | 0.315 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 117.244 | 0.000 | 0.0 | 0.117 | 1 | 5 | 0.972 | 0.002 | 0.001 | 62114.590 | 17328.828 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.609 | 0.111 | 0.0 | 2.609 | 1 | 5 | 1.000 | 1.528 | 0.006 | 1.708 | 0.073 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.609 | 0.111 | 0.0 | 2.609 | 1 | 5 | 1.000 | 0.002 | 0.001 | 1382.423 | 390.160 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.909 | 0.000 | 0.0 | 0.127 | -1 | 1 | 0.949 | 0.464 | 0.006 | 273.427 | 3.313 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.909 | 0.000 | 0.0 | 0.127 | -1 | 1 | 0.949 | 0.003 | 0.000 | 45274.396 | 7772.199 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.599 | 0.060 | 0.0 | 2.599 | -1 | 1 | 1.000 | 0.464 | 0.006 | 5.600 | 0.147 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.599 | 0.060 | 0.0 | 2.599 | -1 | 1 | 1.000 | 0.003 | 0.000 | 927.306 | 160.640 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 132.075 | 0.000 | 0.0 | 0.132 | -1 | 100 | 0.967 | 2.911 | 0.021 | 45.375 | 0.320 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 132.075 | 0.000 | 0.0 | 0.132 | -1 | 100 | 0.967 | 0.006 | 0.001 | 20504.183 | 4138.975 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.611 | 0.077 | 0.0 | 2.611 | -1 | 100 | 1.000 | 2.911 | 0.021 | 0.897 | 0.027 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.611 | 0.077 | 0.0 | 2.611 | -1 | 100 | 1.000 | 0.006 | 0.001 | 405.402 | 82.696 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 131.305 | 0.000 | 0.0 | 0.131 | 1 | 1 | 0.949 | 0.813 | 0.007 | 161.440 | 1.453 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 131.305 | 0.000 | 0.0 | 0.131 | 1 | 1 | 0.949 | 0.001 | 0.000 | 97867.133 | 31433.111 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.618 | 0.058 | 0.0 | 2.618 | 1 | 1 | 1.000 | 0.813 | 0.007 | 3.219 | 0.077 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.618 | 0.058 | 0.0 | 2.618 | 1 | 1 | 1.000 | 0.001 | 0.000 | 1951.231 | 628.180 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.004 | 0.0 | 0.000 | 1 | 100 | 0.896 | 0.033 | 0.000 | 1.819 | 0.115 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.004 | 0.0 | 0.000 | 1 | 100 | 0.896 | 0.001 | 0.000 | 98.797 | 23.401 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.033 | 0.000 | 0.159 | 0.008 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.610 | 2.012 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.910 | 0.022 | 0.000 | 1.706 | 0.046 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.910 | 0.002 | 0.000 | 16.169 | 3.334 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.022 | 0.000 | 0.237 | 0.009 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.244 | 0.467 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.910 | 0.020 | 0.000 | 1.901 | 0.030 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.910 | 0.001 | 0.000 | 63.707 | 14.519 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.020 | 0.000 | 0.263 | 0.008 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.818 | 2.022 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.036 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.893 | 0.021 | 0.000 | 1.759 | 0.046 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.036 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.893 | 0.002 | 0.000 | 15.673 | 3.170 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.021 | 0.000 | 0.252 | 0.009 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.249 | 0.458 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.001 | 0.0 | 0.000 | -1 | 100 | 0.896 | 0.035 | 0.004 | 1.688 | 0.201 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.001 | 0.0 | 0.000 | -1 | 100 | 0.896 | 0.002 | 0.001 | 27.495 | 6.895 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.035 | 0.004 | 0.148 | 0.018 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.001 | 2.413 | 0.609 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.893 | 0.018 | 0.000 | 1.985 | 0.040 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.893 | 0.001 | 0.000 | 61.862 | 15.182 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.018 | 0.000 | 0.281 | 0.008 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.769 | 2.161 | See | See |
HistGradientBoostingClassifier_best¶All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.460 | 0.017 | 0.002 | 0.000 | 0.823 | 0.104 | 0.001 | 4.414 | 0.166 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.460 | 0.017 | 0.002 | 0.000 | 0.823 | 0.016 | 0.001 | 28.604 | 1.585 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.376 | 0.012 | 0.000 | 0.376 | 0.000 | 0.104 | 0.001 | 3.611 | 0.120 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.376 | 0.012 | 0.000 | 0.376 | 0.000 | 0.016 | 0.001 | 23.400 | 1.229 | See | See |